Pandas Profiling Report

Dataset statistics

Number of variables	47
Number of observations	59477
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.0 MiB
Average record size in memory	159.0 B

Variable types

Numeric	15
Categorical	1
Boolean	31

Alerts

`rent_approval_date` is highly overall correlated with `monthly_rent` and 2 other fields	High correlation
`floor_area_sqm` is highly overall correlated with `flat_type_model` and 1 other fields	High correlation
`lease_commence_date` is highly overall correlated with `region_central region`	High correlation
`latitude` is highly overall correlated with `town_importance` and 12 other fields	High correlation
`longitude` is highly overall correlated with `region_east region` and 10 other fields	High correlation
`monthly_rent` is highly overall correlated with `rent_approval_date` and 1 other fields	High correlation
`distance_to_nearest_existing_mrt` is highly overall correlated with `town_marine parade`	High correlation
`distance_to_nearest_planned_mrt` is highly overall correlated with `region_central region` and 5 other fields	High correlation
`coe_price_indicator` is highly overall correlated with `rent_approval_date` and 2 other fields	High correlation
`stock_price` is highly overall correlated with `rent_approval_date` and 1 other fields	High correlation
`town_importance` is highly overall correlated with `latitude` and 5 other fields	High correlation
`town_centrality_page_rank` is highly overall correlated with `region_central region` and 19 other fields	High correlation
`flat_type_model` is highly overall correlated with `floor_area_sqm` and 1 other fields	High correlation
`flat_type` is highly overall correlated with `floor_area_sqm` and 1 other fields	High correlation
`region_central region` is highly overall correlated with `lease_commence_date` and 4 other fields	High correlation
`region_east region` is highly overall correlated with `longitude` and 3 other fields	High correlation
`region_north region` is highly overall correlated with `latitude` and 6 other fields	High correlation
`region_north-east region` is highly overall correlated with `latitude` and 2 other fields	High correlation
`region_west region` is highly overall correlated with `longitude` and 2 other fields	High correlation
`town_ang mo kio` is highly overall correlated with `latitude` and 1 other fields	High correlation
`town_bedok` is highly overall correlated with `longitude` and 2 other fields	High correlation
`town_bukit batok` is highly overall correlated with `longitude` and 1 other fields	High correlation
`town_bukit merah` is highly overall correlated with `latitude` and 1 other fields	High correlation
`town_central` is highly overall correlated with `town_importance`	High correlation
`town_choa chu kang` is highly overall correlated with `town_centrality_page_rank`	High correlation
`town_clementi` is highly overall correlated with `town_centrality_page_rank`	High correlation
`town_geylang` is highly overall correlated with `town_centrality_page_rank`	High correlation
`town_hougang` is highly overall correlated with `town_centrality_page_rank`	High correlation
`town_jurong west` is highly overall correlated with `longitude` and 2 other fields	High correlation
`town_kallang/whampoa` is highly overall correlated with `town_importance` and 1 other fields	High correlation
`town_marine parade` is highly overall correlated with `distance_to_nearest_existing_mrt`	High correlation
`town_punggol` is highly overall correlated with `latitude`	High correlation
`town_queenstown` is highly overall correlated with `latitude` and 1 other fields	High correlation
`town_sembawang` is highly overall correlated with `latitude` and 1 other fields	High correlation
`town_sengkang` is highly overall correlated with `latitude` and 2 other fields	High correlation
`town_tampines` is highly overall correlated with `latitude` and 4 other fields	High correlation
`town_toa payoh` is highly overall correlated with `distance_to_nearest_planned_mrt` and 1 other fields	High correlation
`town_woodlands` is highly overall correlated with `latitude` and 4 other fields	High correlation
`town_yishun` is highly overall correlated with `latitude` and 3 other fields	High correlation
`town_ang mo kio` is highly imbalanced (68.0%)	Imbalance
`town_bedok` is highly imbalanced (67.0%)	Imbalance
`town_bishan` is highly imbalanced (83.7%)	Imbalance
`town_bukit batok` is highly imbalanced (77.0%)	Imbalance
`town_bukit merah` is highly imbalanced (70.4%)	Imbalance
`town_bukit panjang` is highly imbalanced (82.1%)	Imbalance
`town_bukit timah` is highly imbalanced (98.9%)	Imbalance
`town_central` is highly imbalanced (91.9%)	Imbalance
`town_choa chu kang` is highly imbalanced (77.9%)	Imbalance
`town_clementi` is highly imbalanced (76.9%)	Imbalance
`town_geylang` is highly imbalanced (81.3%)	Imbalance
`town_hougang` is highly imbalanced (72.3%)	Imbalance
`town_jurong east` is highly imbalanced (81.3%)	Imbalance
`town_jurong west` is highly imbalanced (62.0%)	Imbalance
`town_kallang/whampoa` is highly imbalanced (80.2%)	Imbalance
`town_marine parade` is highly imbalanced (91.9%)	Imbalance
`town_pasir ris` is highly imbalanced (81.2%)	Imbalance
`town_punggol` is highly imbalanced (73.5%)	Imbalance
`town_queenstown` is highly imbalanced (78.8%)	Imbalance
`town_sembawang` is highly imbalanced (83.6%)	Imbalance
`town_sengkang` is highly imbalanced (64.6%)	Imbalance
`town_serangoon` is highly imbalanced (84.9%)	Imbalance
`town_tampines` is highly imbalanced (63.4%)	Imbalance
`town_toa payoh` is highly imbalanced (75.9%)	Imbalance
`town_woodlands` is highly imbalanced (71.0%)	Imbalance
`town_yishun` is highly imbalanced (68.7%)	Imbalance
`rent_approval_date` has 2046 (3.4%) zeros	Zeros
`coe_price_indicator` has 2415 (4.1%) zeros	Zeros
`stock_price` has 1695 (2.8%) zeros	Zeros
`town_importance` has 3348 (5.6%) zeros	Zeros

Reproduction

Analysis started	2023-11-07 05:59:26.073320
Analysis finished	2023-11-07 06:00:55.492417
Duration	1 minute and 29.42 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

rent_approval_date
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48723171

Minimum	0
Maximum	1
Zeros	2046
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.03402854
Q1	0.23271131
median	0.46542261
Q3	0.76728869
95-th percentile	0.96706915
Maximum	1
Range	1
Interquartile range (IQR)	0.53457739

Descriptive statistics

Standard deviation	0.30372927
Coefficient of variation (CV)	0.62337747
Kurtosis	-1.2426535
Mean	0.48723171
Median Absolute Deviation (MAD)	0.26673985
Skewness	0.084859724
Sum	28979.08
Variance	0.092251468
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0.06476399561	2415	4.1%
0.1317233809	2281	3.8%
0.165751921	2143	3.6%
0.4654226125	2126	3.6%
0.8660812294	2089	3.5%
0.4006586169	2082	3.5%
0.1986827662	2072	3.5%
0	2046	3.4%
0.2996706915	2036	3.4%
1	2025	3.4%
Other values (21)	38162	64.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2046	3.4%
0.03402854007	1765	3.0%
0.06476399561	2415	4.1%
0.09879253568	1952	3.3%
0.1317233809	2281	3.8%
0.165751921	2143	3.6%
0.1986827662	2072	3.5%
0.2327113063	2015	3.4%
0.2667398463	1978	3.3%
0.2996706915	2036	3.4%

Value	Count	Frequency (%)
1	2025	3.4%
0.9670691548	1923	3.2%
0.9330406147	1943	3.3%
0.9001097695	1986	3.3%
0.8660812294	2089	3.5%
0.8353457739	1927	3.2%
0.8013172338	1714	2.9%
0.7672886937	1736	2.9%
0.7343578485	1636	2.8%
0.7003293085	1695	2.8%

flat_type
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	464.8 KiB

0.5	21737
0.25	18618
0.75	14681
1.0	3519
0.0	922

Length

Max length	4
Median length	4
Mean length	3.5598635
Min length	3

Characters and Unicode

Total characters	211730
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.25
2nd row	0.5
3rd row	0.25
4th row	1.0
5th row	0.25

Common Values

Value	Count	Frequency (%)
0.5	21737	36.5%
0.25	18618	31.3%
0.75	14681	24.7%
1.0	3519	5.9%
0.0	922	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.5	21737	36.5%
0.25	18618	31.3%
0.75	14681	24.7%
1.0	3519	5.9%
0.0	922	1.6%

Most occurring characters

Value	Count	Frequency (%)
0	60399	28.5%
.	59477	28.1%
5	55036	26.0%
2	18618	8.8%
7	14681	6.9%
1	3519	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	152253	71.9%
Other Punctuation	59477	28.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	60399	39.7%
5	55036	36.1%
2	18618	12.2%
7	14681	9.6%
1	3519	2.3%

Other Punctuation

Value	Count	Frequency (%)
.	59477	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	211730	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	60399	28.5%
.	59477	28.1%
5	55036	26.0%
2	18618	8.8%
7	14681	6.9%
1	3519	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	211730	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	60399	28.5%
.	59477	28.1%
5	55036	26.0%
2	18618	8.8%
7	14681	6.9%
1	3519	1.7%

floor_area_sqm
Real number (ℝ)

HIGH CORRELATION

Distinct	146
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.33468831

Minimum	0
Maximum	1
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.14364641
Q1	0.21546961
median	0.32596685
Q3	0.4198895
95-th percentile	0.56353591
Maximum	1
Range	1
Interquartile range (IQR)	0.20441989

Descriptive statistics

Standard deviation	0.1330967
Coefficient of variation (CV)	0.39767359
Kurtosis	-0.53513167
Mean	0.33468831
Median Absolute Deviation (MAD)	0.10497238
Skewness	0.2339137
Sum	19906.257
Variance	0.017714733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.182320442	4755	8.0%
0.4198895028	3847	6.5%
0.1878453039	2526	4.2%
0.3867403315	2337	3.9%
0.320441989	2025	3.4%
0.3259668508	1852	3.1%
0.3093922652	1839	3.1%
0.3149171271	1767	3.0%
0.1712707182	1720	2.9%
0.4806629834	1664	2.8%
Other values (136)	35145	59.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
0.01657458564	9	< 0.1%
0.02209944751	43	0.1%
0.03314917127	19	< 0.1%
0.04419889503	29	< 0.1%
0.04972375691	56	0.1%
0.05524861878	95	0.2%
0.06077348066	113	0.2%
0.06629834254	127	0.2%
0.07182320442	325	0.5%

Value	Count	Frequency (%)
1	1	< 0.1%
0.8729281768	5	< 0.1%
0.8563535912	12	< 0.1%
0.8397790055	4	< 0.1%
0.817679558	2	< 0.1%
0.8121546961	10	< 0.1%
0.8066298343	1	< 0.1%
0.8011049724	2	< 0.1%
0.7900552486	14	< 0.1%
0.7845303867	11	< 0.1%

lease_commence_date
Real number (ℝ)

HIGH CORRELATION

Distinct	54
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4701808

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.13207547
Q1	0.28301887
median	0.41509434
Q3	0.64150943
95-th percentile	0.90566038
Maximum	1
Range	1
Interquartile range (IQR)	0.35849057

Descriptive statistics

Standard deviation	0.22883003
Coefficient of variation (CV)	0.48668518
Kurtosis	-0.70173667
Mean	0.4701808
Median Absolute Deviation (MAD)	0.16981132
Skewness	0.29621931
Sum	27964.943
Variance	0.052363181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.358490566	4127	6.9%
0.3396226415	3266	5.5%
0.2264150943	2587	4.3%
0.6603773585	2410	4.1%
0.4150943396	2385	4.0%
0.6981132075	2252	3.8%
0.3962264151	2004	3.4%
0.2452830189	1971	3.3%
0.5849056604	1915	3.2%
0.2641509434	1886	3.2%
Other values (44)	34674	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01886792453	513	0.9%
0.03773584906	87	0.1%
0.05660377358	424	0.7%
0.07547169811	834	1.4%
0.09433962264	440	0.7%
0.1132075472	401	0.7%
0.1320754717	566	1.0%
0.1509433962	620	1.0%
0.1698113208	1069	1.8%

Value	Count	Frequency (%)
1	136	0.2%
0.9811320755	450	0.8%
0.9622641509	443	0.7%
0.9433962264	623	1.0%
0.9245283019	921	1.5%
0.9056603774	496	0.8%
0.8867924528	747	1.3%
0.8679245283	718	1.2%
0.8490566038	396	0.7%
0.8301886792	201	0.3%

latitude
Real number (ℝ)

HIGH CORRELATION

Distinct	8612
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3595736

Minimum	1.2703795
Maximum	1.4570712
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	1.2703795
5-th percentile	1.2883811
Q1	1.3310669
median	1.3542213
Q3	1.3870447
95-th percentile	1.4384798
Maximum	1.4570712
Range	0.1866917
Interquartile range (IQR)	0.055977792

Descriptive statistics

Standard deviation	0.042468205
Coefficient of variation (CV)	0.031236414
Kurtosis	-0.42968472
Mean	1.3595736
Median Absolute Deviation (MAD)	0.027323797
Skewness	0.24017567
Sum	80863.361
Variance	0.0018035484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.309360395	56	0.1%
1.309053945	52	0.1%
1.320501696	44	0.1%
1.303787444	43	0.1%
1.330293034	43	0.1%
1.345057736	43	0.1%
1.340472872	41	0.1%
1.332242149	39	0.1%
1.334727136	38	0.1%
1.294801401	38	0.1%
Other values (8602)	59040	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.270379512	16	< 0.1%
1.270918709	19	< 0.1%
1.271408833	27	< 0.1%
1.271462566	8	< 0.1%
1.271690611	2	< 0.1%
1.271747245	4	< 0.1%
1.271757071	32	0.1%
1.27176738	13	< 0.1%
1.272044271	8	< 0.1%
1.272085585	14	< 0.1%

Value	Count	Frequency (%)
1.457071216	15	< 0.1%
1.456546013	10	< 0.1%
1.456474318	4	< 0.1%
1.456424863	15	< 0.1%
1.456235091	3	< 0.1%
1.456112789	12	< 0.1%
1.456053408	12	< 0.1%
1.456027402	7	< 0.1%
1.45599869	3	< 0.1%
1.455952918	6	< 0.1%

longitude
Real number (ℝ)

HIGH CORRELATION

Distinct	8612
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103.8401

Minimum	103.68523
Maximum	103.96492
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	103.68523
5-th percentile	103.71515
Q1	103.77862
median	103.84538
Q3	103.89751
95-th percentile	103.94982
Maximum	103.96492
Range	0.27968701
Interquartile range (IQR)	0.11889133

Descriptive statistics

Standard deviation	0.071707028
Coefficient of variation (CV)	0.00069055239
Kurtosis	-0.9134692
Mean	103.8401
Median Absolute Deviation (MAD)	0.055112188
Skewness	-0.23069241
Sum	6176097.5
Variance	0.0051418978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
103.7932051	56	0.1%
103.7940631	52	0.1%
103.8633413	44	0.1%
103.8003853	43	0.1%
103.8591658	43	0.1%
103.7106998	43	0.1%
103.8461425	41	0.1%
103.8456431	39	0.1%
103.849823	38	0.1%
103.8544675	38	0.1%
Other values (8602)	59040	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
103.6852284	8	< 0.1%
103.6852343	1	< 0.1%
103.6859308	8	< 0.1%
103.6859367	8	< 0.1%
103.6860611	6	< 0.1%
103.6862886	11	< 0.1%
103.6863745	12	< 0.1%
103.6864521	5	< 0.1%
103.6866098	8	< 0.1%
103.6868369	5	< 0.1%

Value	Count	Frequency (%)
103.9649154	2	< 0.1%
103.9647218	5	< 0.1%
103.9643986	3	< 0.1%
103.9642038	5	< 0.1%
103.9641132	4	< 0.1%
103.9639632	1	< 0.1%
103.9638826	3	< 0.1%
103.9638194	3	< 0.1%
103.9637505	3	< 0.1%
103.963727	5	< 0.1%

monthly_rent
Real number (ℝ)

HIGH CORRELATION

Distinct	113
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2591.5127

Minimum	300
Maximum	6950
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	300
5-th percentile	1700
Q1	2100
median	2400
Q3	3050
95-th percentile	4000
Maximum	6950
Range	6650
Interquartile range (IQR)	950

Descriptive statistics

Standard deviation	715.199
Coefficient of variation (CV)	0.27597743
Kurtosis	0.81281886
Mean	2591.5127
Median Absolute Deviation (MAD)	450
Skewness	0.86020229
Sum	1.541354 × 10⁸
Variance	511509.61
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2100	5076	8.5%
2600	3532	5.9%
2300	3525	5.9%
1900	3304	5.6%
2400	2980	5.0%
2200	2858	4.8%
3150	2839	4.8%
2500	2806	4.7%
2950	2412	4.1%
2000	2407	4.0%
Other values (103)	27738	46.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
300	1	< 0.1%
400	5	< 0.1%
450	2	< 0.1%
500	11	< 0.1%
650	17	< 0.1%
700	1	< 0.1%
750	13	< 0.1%
800	12	< 0.1%
850	35	0.1%
900	5	< 0.1%

Value	Count	Frequency (%)
6950	1	< 0.1%
6500	3	< 0.1%
6450	1	< 0.1%
6400	1	< 0.1%
6300	12	< 0.1%
6200	2	< 0.1%
6100	3	< 0.1%
6000	3	< 0.1%
5900	2	< 0.1%
5800	7	< 0.1%

distance_to_nearest_existing_mrt
Real number (ℝ)

HIGH CORRELATION

Distinct	8612
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27623828

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.069162697
Q1	0.15508833
median	0.24389733
Q3	0.3550801
95-th percentile	0.63560245
Maximum	1
Range	1
Interquartile range (IQR)	0.19999178

Descriptive statistics

Standard deviation	0.16869085
Coefficient of variation (CV)	0.61067153
Kurtosis	1.5056288
Mean	0.27623828
Median Absolute Deviation (MAD)	0.09773034
Skewness	1.1824314
Sum	16429.824
Variance	0.028456604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1764350672	56	0.1%
0.1681470586	52	0.1%
0.06222129278	44	0.1%
0.4109542395	43	0.1%
0.452720065	43	0.1%
0.3474904058	43	0.1%
0.01778547138	41	0.1%
0.0748310835	39	0.1%
0.1263190178	38	0.1%
0.07819861726	38	0.1%
Other values (8602)	59040	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.00309482685	1	< 0.1%
0.005210424239	9	< 0.1%
0.006044531885	5	< 0.1%
0.007374612226	17	< 0.1%
0.007651031452	10	< 0.1%
0.009424497684	12	< 0.1%
0.009969859288	12	< 0.1%
0.01078261702	10	< 0.1%
0.0109997424	9	< 0.1%

Value	Count	Frequency (%)
1	9	< 0.1%
0.9984809337	2	< 0.1%
0.9958525934	6	< 0.1%
0.99434413	8	< 0.1%
0.9917912155	9	< 0.1%
0.9880542656	3	< 0.1%
0.9742745488	3	< 0.1%
0.9704374721	2	< 0.1%
0.9649275123	8	< 0.1%
0.9569431943	2	< 0.1%

distance_to_nearest_planned_mrt
Real number (ℝ)

HIGH CORRELATION

Distinct	21194
Distinct (%)	35.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21981207

Minimum	0
Maximum	1
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.029556025
Q1	0.075149913
median	0.14343272
Q3	0.27621909
95-th percentile	0.72357333
Maximum	1
Range	1
Interquartile range (IQR)	0.20106918

Descriptive statistics

Standard deviation	0.21334755
Coefficient of variation (CV)	0.97059071
Kurtosis	2.2677201
Mean	0.21981207
Median Absolute Deviation (MAD)	0.082502822
Skewness	1.6868635
Sum	13073.762
Variance	0.045517178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3017745676	25	< 0.1%
0.2923963832	24	< 0.1%
0.05251718585	19	< 0.1%
0.2963877934	18	< 0.1%
0.3914362976	18	< 0.1%
0.4223131622	18	< 0.1%
0.05536902511	18	< 0.1%
0.04010044162	17	< 0.1%
0.3982235501	17	< 0.1%
0.09536725196	17	< 0.1%
Other values (21184)	59286	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
4.531662564 × 10^-5	3	< 0.1%
0.0001684999856	3	< 0.1%
0.0003611277893	1	< 0.1%
0.0003777988442	1	< 0.1%
0.0004231154698	2	< 0.1%
0.0009069313814	2	< 0.1%
0.000952248007	5	< 0.1%
0.001075431367	3	< 0.1%
0.001703100963	1	< 0.1%

Value	Count	Frequency (%)
1	4	< 0.1%
0.9999938671	4	< 0.1%
0.9999916109	3	< 0.1%
0.9957070364	2	< 0.1%
0.9957009035	3	< 0.1%
0.9956986473	5	< 0.1%
0.9950152334	1	< 0.1%
0.9950091005	4	< 0.1%
0.9950068443	1	< 0.1%
0.9906999551	2	< 0.1%

distance_to_nearest_school
Real number (ℝ)

Distinct	8612
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18826401

Minimum	0
Maximum	1
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04380659
Q1	0.10071345
median	0.16704612
Q3	0.24389124
95-th percentile	0.40541743
Maximum	1
Range	1
Interquartile range (IQR)	0.14317779

Descriptive statistics

Standard deviation	0.12233569
Coefficient of variation (CV)	0.64980923
Kurtosis	4.5971131
Mean	0.18826401
Median Absolute Deviation (MAD)	0.070180424
Skewness	1.6496777
Sum	11197.379
Variance	0.014966021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6009077972	56	0.1%
0.589286893	52	0.1%
0.1123726681	44	0.1%
0.2057836789	43	0.1%
0.3185870443	43	0.1%
0.1532218243	43	0.1%
0.158675469	41	0.1%
0.1879774216	39	0.1%
0.1829692625	38	0.1%
0.2770030468	38	0.1%
Other values (8602)	59040	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.0002728986156	5	< 0.1%
0.0009686685211	1	< 0.1%
0.001543464716	8	< 0.1%
0.003099846512	7	< 0.1%
0.003271392157	3	< 0.1%
0.003387150522	4	< 0.1%
0.003546206326	5	< 0.1%
0.004169222923	8	< 0.1%
0.004394531156	5	< 0.1%

Value	Count	Frequency (%)
1	9	< 0.1%
0.9788216658	9	< 0.1%
0.9092373967	2	< 0.1%
0.8963927562	4	< 0.1%
0.8894076141	2	< 0.1%
0.8807434461	11	< 0.1%
0.8778310111	7	< 0.1%
0.8766295351	16	< 0.1%
0.8722437393	11	< 0.1%
0.8672753087	12	< 0.1%

distance_to_nearest_mall
Real number (ℝ)

Distinct	8610
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28840813

Minimum	0
Maximum	1
Zeros	24
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07967214
Q1	0.16290685
median	0.25573291
Q3	0.38321626
95-th percentile	0.60667077
Maximum	1
Range	1
Interquartile range (IQR)	0.2203094

Descriptive statistics

Standard deviation	0.16444361
Coefficient of variation (CV)	0.57017673
Kurtosis	0.88648692
Mean	0.28840813
Median Absolute Deviation (MAD)	0.10532663
Skewness	0.9686162
Sum	17153.65
Variance	0.027041699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1082880121	56	0.1%
0.08066057501	52	0.1%
0.4606081521	44	0.1%
0.4519497509	43	0.1%
0.3893175891	43	0.1%
0.1053433025	43	0.1%
0.4406767292	41	0.1%
0.2009600243	39	0.1%
0.1294752796	38	0.1%
0.08674479678	38	0.1%
Other values (8600)	59040	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	< 0.1%
0.0168879638	4	< 0.1%
0.01798326118	1	< 0.1%
0.02064270963	3	< 0.1%
0.02225947747	6	< 0.1%
0.0223438589	8	< 0.1%
0.02396599428	8	< 0.1%
0.02478933152	3	< 0.1%
0.02480085103	1	< 0.1%
0.02631180021	5	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.9878568586	3	< 0.1%
0.9810172682	1	< 0.1%
0.9780806901	2	< 0.1%
0.9758512926	8	< 0.1%
0.9703874336	9	< 0.1%
0.9690287648	1	< 0.1%
0.964168854	3	< 0.1%
0.9606800058	5	< 0.1%
0.9593876162	5	< 0.1%

coe_price_indicator
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44589397

Minimum	0
Maximum	1
Zeros	2415
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.010738533
Q1	0.17757005
median	0.44297155
Q3	0.71163665
95-th percentile	0.91814793
Maximum	1
Range	1
Interquartile range (IQR)	0.5340666

Descriptive statistics

Standard deviation	0.30042704
Coefficient of variation (CV)	0.67376341
Kurtosis	-1.2597543
Mean	0.44589397
Median Absolute Deviation (MAD)	0.2686651
Skewness	0.1505449
Sum	26520.435
Variance	0.090256405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	2415	4.1%
0.1136137932	2281	3.8%
0.127925987	2143	3.6%
0.5712748905	2126	3.6%
0.8182288436	2089	3.5%
0.2574032791	2082	3.5%
0.1138837114	2072	3.5%
0.03136612426	2046	3.4%
0.3155434575	2036	3.4%
0.7489064418	2025	3.4%
Other values (21)	38162	64.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2415	4.1%
0.01073853315	1765	3.0%
0.03136612426	2046	3.4%
0.1136137932	2281	3.8%
0.1138837114	2072	3.5%
0.127925987	2143	3.6%
0.1383799114	2015	3.4%
0.1775700466	1978	3.3%
0.1839795927	1952	3.3%
0.2574032791	2082	3.5%

Value	Count	Frequency (%)
1	1923	3.2%
0.9181479301	1927	3.2%
0.9014622739	1943	3.3%
0.8482776173	1986	3.3%
0.8182288436	2089	3.5%
0.7502918499	1636	2.8%
0.7489064418	2025	3.4%
0.7116366457	1714	2.9%
0.6896173813	1736	2.9%
0.6623415293	1695	2.8%

stock_price
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3593495

Minimum	0
Maximum	1
Zeros	1695
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0002188901
Q1	0.089978377
median	0.23769509
Q3	0.65037644
95-th percentile	0.94077644
Maximum	1
Range	1
Interquartile range (IQR)	0.56039806

Descriptive statistics

Standard deviation	0.30867603
Coefficient of variation (CV)	0.85898555
Kurtosis	-1.0740737
Mean	0.3593495
Median Absolute Deviation (MAD)	0.20634906
Skewness	0.52480362
Sum	21373.03
Variance	0.095280891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0.6780638318	2415	4.1%
0.4695996129	2281	3.8%
0.7512745854	2143	3.6%
0.4058696966	2126	3.6%
0.185665965	2089	3.5%
0.4010434145	2082	3.5%
0.6503764375	2072	3.5%
0.342892115	2046	3.4%
1	2036	3.4%
0.0002188900994	2025	3.4%
Other values (21)	38162	64.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1695	2.8%
0.0002188900994	2025	3.4%
0.007424626632	1986	3.3%
0.0205851391	1714	2.9%
0.03134602254	1717	2.9%
0.05368591934	1927	3.2%
0.0579336022	1923	3.2%
0.07317856868	1736	2.9%
0.08997837682	1636	2.8%
0.1073461205	1825	3.1%

Value	Count	Frequency (%)
1	2036	3.4%
0.9407764381	1892	3.2%
0.7964433293	1978	3.3%
0.7949252457	2015	3.4%
0.7512745854	2143	3.6%
0.6833766305	2018	3.4%
0.6780638318	2415	4.1%
0.6503764375	2072	3.5%
0.6193154845	1952	3.3%
0.4695996129	2281	3.8%

town_importance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15477613

Minimum	0
Maximum	1
Zeros	3348
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.091549296
median	0.13380282
Q3	0.18309859
95-th percentile	0.29577465
Maximum	1
Range	1
Interquartile range (IQR)	0.091549296

Descriptive statistics

Standard deviation	0.13612234
Coefficient of variation (CV)	0.87947889
Kurtosis	14.609031
Mean	0.15477613
Median Absolute Deviation (MAD)	0.042253521
Skewness	3.1439396
Sum	9205.6197
Variance	0.018529291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0.1056338028	4959	8.3%
0.0985915493	4729	8.0%
0.1338028169	4389	7.4%
0.2253521127	4161	7.0%
0.1478873239	3974	6.7%
0.1338028169	3607	6.1%
0.04929577465	3460	5.8%
0	3348	5.6%
0.2957746479	3110	5.2%
0.09154929577	2684	4.5%
Other values (13)	21056	35.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3348	5.6%
0.01408450704	1433	2.4%
0.04225352113	1698	2.9%
0.04929577465	3460	5.8%
0.07042253521	1658	2.8%
0.08450704225	2000	3.4%
0.09154929577	2684	4.5%
0.0985915493	4729	8.0%
0.1056338028	4959	8.3%
0.1197183099	2221	3.7%

Value	Count	Frequency (%)
1	600	1.0%
0.5563380282	1833	3.1%
0.2957746479	3110	5.2%
0.2816901408	2360	4.0%
0.2676056338	1699	2.9%
0.2253521127	4161	7.0%
0.1830985915	1428	2.4%
0.161971831	1287	2.2%
0.1549295775	2238	3.8%
0.1478873239	3974	6.7%

town_centrality_page_rank
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.038431447

Minimum	0.038137875
Maximum	0.038819414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0.038137875
5-th percentile	0.038137875
Q1	0.038302079
median	0.038403003
Q3	0.038601702
95-th percentile	0.038798945
Maximum	0.038819414
Range	0.00068153869
Interquartile range (IQR)	0.00029962361

Descriptive statistics

Standard deviation	0.00018912345
Coefficient of variation (CV)	0.0049210598
Kurtosis	-0.71948962
Mean	0.038431447
Median Absolute Deviation (MAD)	0.00014239685
Skewness	0.30253899
Sum	2285.7872
Variance	3.5767678 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.03813787514	4389	7.4%
0.03830207874	4161	7.0%
0.03847978101	3974	6.7%
0.0384138753	3607	6.1%
0.03855808124	3460	5.8%
0.03833745924	3348	5.6%
0.03860170235	3110	5.2%
0.03816899271	3022	5.1%
0.03862117861	2848	4.8%
0.03832692835	2684	4.5%
Other values (16)	24874	41.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03813787514	4389	7.4%
0.03816899271	3022	5.1%
0.03817291631	1433	2.4%
0.03823511594	2111	3.5%
0.03829801499	1707	2.9%
0.03830207874	4161	7.0%
0.03832333448	1698	2.9%
0.03832692835	2684	4.5%
0.03833745924	3348	5.6%
0.03838669017	2221	3.7%

Value	Count	Frequency (%)
0.03881941383	2360	4.0%
0.03879894459	1833	3.1%
0.03872875822	1699	2.9%
0.03865650944	1287	2.2%
0.03864102544	1428	2.4%
0.03863009006	601	1.0%
0.03862117861	2848	4.8%
0.03860170235	3110	5.2%
0.03855808124	3460	5.8%
0.03854539967	600	1.0%

flat_type_model
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51495226

Minimum	0
Maximum	1
Zeros	465
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	464.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.21052632
Q1	0.34210526
median	0.55263158
Q3	0.73684211
95-th percentile	0.92105263
Maximum	1
Range	1
Interquartile range (IQR)	0.39473684

Descriptive statistics

Standard deviation	0.21675427
Coefficient of variation (CV)	0.42092109
Kurtosis	-0.7842653
Mean	0.51495226
Median Absolute Deviation (MAD)	0.18421053
Skewness	-0.050718594
Sum	30627.816
Variance	0.046982413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.5526315789	12283	20.7%
0.7368421053	10736	18.1%
0.3421052632	7735	13.0%
0.2105263158	4927	8.3%
0.2631578947	3474	5.8%
0.6052631579	3433	5.8%
0.5263157895	2249	3.8%
0.6578947368	2232	3.8%
0.9210526316	2077	3.5%
0.4473684211	1821	3.1%
Other values (29)	8510	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	465	0.8%
0.02631578947	221	0.4%
0.05263157895	34	0.1%
0.07894736842	194	0.3%
0.1052631579	8	< 0.1%
0.1315789474	68	0.1%
0.1578947368	1350	2.3%
0.1842105263	109	0.2%
0.2105263158	4927	8.3%
0.2368421053	952	1.6%

Value	Count	Frequency (%)
1	6	< 0.1%
0.9736842105	6	< 0.1%
0.9473684211	953	1.6%
0.9210526316	2077	3.5%
0.8947368421	803	1.4%
0.8684210526	56	0.1%
0.8421052632	477	0.8%
0.8157894737	35	0.1%
0.7894736842	1	< 0.1%
0.7631578947	8	< 0.1%

region_central region
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	45790
True	13687

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	45790	77.0%
True	13687	23.0%

region_east region
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	50002
True	9475

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	50002	84.1%
True	9475	15.9%

region_north region
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	51674
True	7803

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	51674	86.9%
True	7803	13.1%

region_north-east region
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	45224
True	14253

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	45224	76.0%
True	14253	24.0%

region_west region
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	45218
True	14259

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	45218	76.0%
True	14259	24.0%

town_ang mo kio
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	56017
True	3460

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	56017	94.2%
True	3460	5.8%

town_bedok
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	55870
True	3607

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	55870	93.9%
True	3607	6.1%

town_bishan
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	58049
True	1428

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	58049	97.6%
True	1428	2.4%

town_bukit batok
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57256
True	2221

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57256	96.3%
True	2221	3.7%

town_bukit merah
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	56367
True	3110

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	56367	94.8%
True	3110	5.2%

town_bukit panjang
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57875
True	1602

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57875	97.3%
True	1602	2.7%

town_bukit timah
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	59421
True	56

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	59421	99.9%
True	56	0.1%

town_central
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	58877
True	600

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	58877	99.0%
True	600	1.0%

town_choa chu kang
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57366
True	2111

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57366	96.5%
True	2111	3.5%

town_clementi
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57239
True	2238

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57239	96.2%
True	2238	3.8%

town_geylang
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57778
True	1699

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57778	97.1%
True	1699	2.9%

town_hougang
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	56629
True	2848

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	56629	95.2%
True	2848	4.8%

town_jurong east
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57779
True	1698

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57779	97.1%
True	1698	2.9%

town_jurong west
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	55088
True	4389

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	55088	92.6%
True	4389	7.4%

town_kallang/whampoa
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57644
True	1833

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57644	96.9%
True	1833	3.1%

town_marine parade
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	58876
True	601

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	58876	99.0%
True	601	1.0%

town_pasir ris
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57770
True	1707

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57770	97.1%
True	1707	2.9%

town_punggol
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	56793
True	2684

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	56793	95.5%
True	2684	4.5%

town_queenstown
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57477
True	2000

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57477	96.6%
True	2000	3.4%

town_sembawang
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	58044
True	1433

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	58044	97.6%
True	1433	2.4%

town_sengkang
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	55503
True	3974

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	55503	93.3%
True	3974	6.7%

town_serangoon
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	58190
True	1287

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	58190	97.8%
True	1287	2.2%

town_tampines
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	55316
True	4161

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	55316	93.0%
True	4161	7.0%

town_toa payoh
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	57117
True	2360

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	57117	96.0%
True	2360	4.0%

town_woodlands
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	56455
True	3022

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	56455	94.9%
True	3022	5.1%

town_yishun
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	58.2 KiB

False	56129
True	3348

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	56129	94.4%
True	3348	5.6%

Auto

Heatmap
Table

	rent_approval_date	floor_area_sqm	lease_commence_date	latitude	longitude	monthly_rent	distance_to_nearest_existing_mrt	distance_to_nearest_planned_mrt	distance_to_nearest_school	distance_to_nearest_mall	coe_price_indicator	stock_price	town_importance	town_centrality_page_rank	flat_type_model	flat_type	region_central region	region_east region	region_north region	region_north-east region	region_west region	town_ang mo kio	town_bedok	town_bishan	town_bukit batok	town_bukit merah	town_bukit panjang	town_bukit timah	town_central	town_choa chu kang	town_clementi	town_geylang	town_hougang	town_jurong east	town_jurong west	town_kallang/whampoa	town_marine parade	town_pasir ris	town_punggol	town_queenstown	town_sembawang	town_sengkang	town_serangoon	town_tampines	town_toa payoh	town_woodlands	town_yishun
rent_approval_date	1.000	-0.019	0.018	-0.005	0.000	0.513	-0.005	-0.002	0.003	0.000	0.967	-0.789	0.004	0.006	-0.018	0.015	0.008	0.000	0.006	0.010	0.000	0.000	0.000	0.000	0.006	0.015	0.005	0.000	0.000	0.017	0.012	0.000	0.003	0.006	0.010	0.000	0.000	0.015	0.019	0.007	0.010	0.007	0.007	0.000	0.007	0.000	0.006
floor_area_sqm	-0.019	1.000	0.449	0.301	0.001	0.319	0.082	-0.049	-0.119	-0.162	-0.016	0.016	-0.122	-0.326	0.940	0.903	0.263	0.150	0.138	0.127	0.092	0.150	0.113	0.030	0.054	0.085	0.086	0.018	0.072	0.138	0.133	0.127	0.048	0.036	0.124	0.110	0.117	0.241	0.163	0.127	0.127	0.190	0.047	0.135	0.142	0.164	0.092
lease_commence_date	0.018	0.449	1.000	0.437	-0.024	0.223	0.097	0.021	-0.181	-0.256	0.018	-0.020	-0.176	-0.337	0.453	0.374	0.563	0.338	0.226	0.324	0.186	0.464	0.312	0.223	0.222	0.245	0.186	0.095	0.129	0.226	0.351	0.232	0.159	0.148	0.165	0.216	0.367	0.344	0.356	0.330	0.261	0.382	0.187	0.299	0.328	0.246	0.298
latitude	-0.005	0.301	0.437	1.000	0.050	-0.097	0.128	0.202	-0.274	-0.254	-0.003	0.003	-0.608	-0.426	0.295	0.192	0.703	0.383	0.966	0.708	0.318	0.521	0.425	0.315	0.343	0.913	0.269	0.067	0.264	0.298	0.469	0.349	0.389	0.235	0.404	0.396	0.412	0.376	0.544	0.585	0.684	0.697	0.214	0.521	0.454	0.635	0.735
longitude	0.000	0.001	-0.024	0.050	1.000	-0.001	0.048	-0.024	-0.104	0.089	0.003	0.000	0.269	0.310	-0.019	0.138	0.488	0.914	0.565	0.671	0.963	0.402	0.575	0.282	0.509	0.440	0.348	0.115	0.161	0.434	0.434	0.378	0.440	0.472	0.902	0.438	0.273	0.452	0.400	0.439	0.450	0.517	0.426	0.683	0.316	0.606	0.526
monthly_rent	0.513	0.319	0.223	-0.097	-0.001	1.000	-0.091	-0.035	0.004	-0.081	0.501	-0.445	0.099	0.024	0.322	0.216	0.140	0.041	0.086	0.059	0.022	0.058	0.052	0.066	0.039	0.121	0.027	0.016	0.128	0.033	0.027	0.038	0.025	0.002	0.036	0.022	0.014	0.036	0.052	0.091	0.027	0.048	0.029	0.038	0.023	0.044	0.075
distance_to_nearest_existing_mrt	-0.005	0.082	0.097	0.128	0.048	-0.091	1.000	-0.197	-0.000	0.153	-0.003	0.002	-0.162	-0.090	0.060	0.077	0.218	0.107	0.091	0.230	0.149	0.114	0.146	0.061	0.059	0.100	0.122	0.046	0.152	0.057	0.078	0.170	0.127	0.101	0.080	0.135	0.510	0.190	0.232	0.075	0.085	0.251	0.203	0.107	0.123	0.071	0.050
distance_to_nearest_planned_mrt	-0.002	-0.049	0.021	0.202	-0.024	-0.035	-0.197	1.000	-0.049	0.006	0.000	0.002	0.003	0.096	-0.071	0.115	0.600	0.235	0.954	0.316	0.354	0.206	0.144	0.128	0.176	0.200	0.271	0.050	0.105	0.165	0.225	0.246	0.162	0.224	0.240	0.286	0.133	0.220	0.239	0.409	0.971	0.303	0.095	0.285	0.501	0.587	0.756
distance_to_nearest_school	0.003	-0.119	-0.181	-0.274	-0.104	0.004	-0.000	-0.049	1.000	0.071	0.004	0.001	0.108	0.121	-0.113	0.071	0.184	0.112	0.136	0.127	0.127	0.112	0.103	0.109	0.055	0.058	0.059	0.036	0.179	0.064	0.178	0.103	0.072	0.347	0.085	0.213	0.064	0.083	0.147	0.209	0.116	0.101	0.093	0.059	0.060	0.067	0.094
distance_to_nearest_mall	0.000	-0.162	-0.256	-0.254	0.089	-0.081	0.153	0.006	0.071	1.000	-0.001	-0.002	0.109	0.209	-0.150	0.104	0.222	0.213	0.143	0.170	0.136	0.170	0.371	0.067	0.174	0.216	0.104	0.046	0.126	0.110	0.122	0.228	0.112	0.202	0.102	0.200	0.038	0.079	0.126	0.068	0.074	0.172	0.073	0.072	0.095	0.160	0.094
coe_price_indicator	0.967	-0.016	0.018	-0.003	0.003	0.501	-0.003	0.000	0.004	-0.001	1.000	-0.748	0.005	0.007	-0.016	0.013	0.000	0.000	0.011	0.004	0.003	0.000	0.010	0.000	0.000	0.009	0.000	0.000	0.011	0.008	0.011	0.000	0.008	0.000	0.000	0.000	0.000	0.010	0.016	0.010	0.010	0.000	0.000	0.000	0.000	0.005	0.010
stock_price	-0.789	0.016	-0.020	0.003	0.000	-0.445	0.002	0.002	0.001	-0.002	-0.748	1.000	-0.004	-0.004	0.015	0.011	0.005	0.000	0.003	0.000	0.000	0.000	0.006	0.000	0.003	0.014	0.004	0.008	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.009	0.005	0.006	0.003	0.000	0.000	0.009	0.000	0.004
town_importance	0.004	-0.122	-0.176	-0.608	0.269	0.099	-0.162	0.003	0.108	0.109	0.005	-0.004	1.000	0.430	-0.151	0.085	0.630	0.293	0.526	0.310	0.425	0.336	0.301	0.186	0.234	0.484	0.225	0.041	1.000	0.227	0.234	0.353	0.266	0.232	0.335	1.000	0.120	0.232	0.294	0.252	0.212	0.317	0.176	0.565	0.419	0.313	0.330
town_centrality_page_rank	0.006	-0.326	-0.337	-0.426	0.310	0.024	-0.090	0.096	0.121	0.209	0.007	-0.004	0.430	1.000	-0.300	0.188	0.751	0.762	0.549	0.614	0.812	0.705	1.000	0.461	0.585	0.666	0.494	0.086	0.285	1.000	0.587	1.000	0.659	0.315	0.675	0.647	0.297	0.316	0.399	0.527	0.376	0.755	0.437	0.504	0.738	0.553	0.448
flat_type_model	-0.018	0.940	0.453	0.295	-0.019	0.322	0.060	-0.071	-0.113	-0.150	-0.016	0.015	-0.151	-0.300	1.000	0.948	0.387	0.109	0.165	0.185	0.125	0.359	0.196	0.099	0.066	0.142	0.082	0.024	0.106	0.145	0.252	0.257	0.062	0.070	0.128	0.135	0.138	0.200	0.162	0.247	0.123	0.178	0.080	0.126	0.201	0.115	0.146
flat_type	0.015	0.903	0.374	0.192	0.138	0.216	0.077	0.115	0.071	0.104	0.013	0.011	0.085	0.188	0.948	1.000	0.219	0.060	0.106	0.075	0.064	0.182	0.102	0.052	0.053	0.084	0.069	0.014	0.044	0.114	0.130	0.099	0.044	0.023	0.114	0.090	0.062	0.166	0.143	0.099	0.123	0.173	0.040	0.035	0.121	0.110	0.054
region_central region	0.008	0.263	0.563	0.703	0.488	0.140	0.218	0.600	0.184	0.222	0.000	0.005	0.630	0.751	0.387	0.219	1.000	0.238	0.212	0.307	0.307	0.136	0.139	0.287	0.107	0.430	0.091	0.055	0.184	0.105	0.108	0.314	0.122	0.094	0.154	0.326	0.185	0.094	0.119	0.341	0.086	0.146	0.081	0.150	0.372	0.126	0.133
region_east region	0.000	0.150	0.338	0.383	0.914	0.041	0.107	0.235	0.112	0.213	0.000	0.000	0.293	0.762	0.109	0.060	0.238	1.000	0.169	0.244	0.244	0.108	0.584	0.068	0.086	0.102	0.072	0.012	0.044	0.083	0.086	0.074	0.097	0.074	0.123	0.077	0.044	0.395	0.094	0.081	0.068	0.116	0.064	0.630	0.088	0.101	0.106
region_north region	0.006	0.138	0.226	0.966	0.565	0.086	0.091	0.954	0.136	0.143	0.011	0.003	0.526	0.549	0.165	0.106	0.212	0.169	1.000	0.218	0.218	0.096	0.099	0.061	0.076	0.091	0.064	0.010	0.039	0.074	0.077	0.066	0.087	0.066	0.110	0.069	0.039	0.067	0.084	0.072	0.404	0.104	0.057	0.106	0.079	0.595	0.628
region_north-east region	0.010	0.127	0.324	0.708	0.671	0.059	0.230	0.316	0.127	0.170	0.004	0.000	0.310	0.614	0.185	0.075	0.307	0.244	0.218	1.000	0.315	0.443	0.143	0.088	0.110	0.132	0.093	0.016	0.056	0.108	0.111	0.096	0.399	0.096	0.158	0.100	0.056	0.096	0.387	0.105	0.088	0.477	0.265	0.154	0.114	0.130	0.137
region_west region	0.000	0.092	0.186	0.318	0.963	0.022	0.149	0.354	0.127	0.136	0.003	0.000	0.425	0.812	0.125	0.064	0.307	0.244	0.218	0.315	1.000	0.139	0.143	0.088	0.351	0.132	0.296	0.016	0.056	0.341	0.352	0.096	0.126	0.305	0.503	0.100	0.056	0.096	0.122	0.105	0.088	0.150	0.083	0.154	0.114	0.130	0.137
town_ang mo kio	0.000	0.150	0.464	0.521	0.402	0.058	0.114	0.206	0.112	0.170	0.000	0.000	0.336	0.705	0.359	0.182	0.136	0.108	0.096	0.443	0.139	1.000	0.063	0.039	0.049	0.058	0.041	0.005	0.024	0.047	0.049	0.042	0.055	0.042	0.070	0.044	0.024	0.042	0.054	0.046	0.039	0.066	0.036	0.068	0.050	0.057	0.060
town_bedok	0.000	0.113	0.312	0.425	0.575	0.052	0.146	0.144	0.103	0.371	0.010	0.006	0.301	1.000	0.196	0.102	0.139	0.584	0.099	0.143	0.143	0.063	1.000	0.039	0.050	0.059	0.042	0.005	0.025	0.048	0.050	0.043	0.057	0.043	0.071	0.045	0.025	0.043	0.055	0.047	0.039	0.068	0.037	0.069	0.051	0.058	0.062
town_bishan	0.000	0.030	0.223	0.315	0.282	0.066	0.061	0.128	0.109	0.067	0.000	0.000	0.186	0.461	0.099	0.052	0.287	0.068	0.061	0.088	0.088	0.039	0.039	1.000	0.030	0.036	0.025	0.000	0.015	0.030	0.030	0.026	0.035	0.026	0.044	0.027	0.015	0.026	0.034	0.029	0.024	0.042	0.023	0.043	0.031	0.036	0.038
town_bukit batok	0.006	0.054	0.222	0.343	0.509	0.039	0.059	0.176	0.055	0.174	0.000	0.003	0.234	0.585	0.066	0.053	0.107	0.086	0.076	0.110	0.351	0.049	0.050	0.030	1.000	0.046	0.032	0.002	0.019	0.037	0.038	0.033	0.044	0.033	0.055	0.035	0.019	0.033	0.042	0.036	0.030	0.052	0.029	0.054	0.040	0.045	0.048
town_bukit merah	0.015	0.085	0.245	0.913	0.440	0.121	0.100	0.200	0.058	0.216	0.009	0.014	0.484	0.666	0.142	0.084	0.430	0.102	0.091	0.132	0.132	0.058	0.059	0.036	0.046	1.000	0.039	0.004	0.023	0.045	0.046	0.040	0.052	0.040	0.066	0.041	0.023	0.040	0.051	0.043	0.036	0.063	0.034	0.064	0.047	0.054	0.057
town_bukit panjang	0.005	0.086	0.186	0.269	0.348	0.027	0.122	0.271	0.059	0.104	0.000	0.004	0.225	0.494	0.082	0.069	0.091	0.072	0.064	0.093	0.296	0.041	0.042	0.025	0.032	0.039	1.000	0.000	0.016	0.031	0.032	0.028	0.037	0.028	0.047	0.029	0.016	0.028	0.036	0.030	0.025	0.044	0.024	0.045	0.033	0.038	0.040
town_bukit timah	0.000	0.018	0.095	0.067	0.115	0.016	0.046	0.050	0.036	0.046	0.000	0.008	0.041	0.086	0.024	0.014	0.055	0.012	0.010	0.016	0.016	0.005	0.005	0.000	0.002	0.004	0.000	1.000	0.000	0.002	0.002	0.000	0.004	0.000	0.006	0.000	0.000	0.000	0.003	0.001	0.000	0.006	0.000	0.006	0.003	0.004	0.005
town_central	0.000	0.072	0.129	0.264	0.161	0.128	0.152	0.105	0.179	0.126	0.011	0.009	1.000	0.285	0.106	0.044	0.184	0.044	0.039	0.056	0.056	0.024	0.025	0.015	0.019	0.023	0.016	0.000	1.000	0.018	0.019	0.016	0.022	0.016	0.028	0.017	0.008	0.016	0.021	0.018	0.015	0.026	0.014	0.027	0.020	0.023	0.024
town_choa chu kang	0.017	0.138	0.226	0.298	0.434	0.033	0.057	0.165	0.064	0.110	0.008	0.000	0.227	1.000	0.145	0.114	0.105	0.083	0.074	0.108	0.341	0.047	0.048	0.030	0.037	0.045	0.031	0.002	0.018	1.000	0.037	0.032	0.043	0.032	0.054	0.034	0.018	0.032	0.041	0.035	0.030	0.051	0.028	0.052	0.039	0.044	0.046
town_clementi	0.012	0.133	0.351	0.469	0.434	0.027	0.078	0.225	0.178	0.122	0.011	0.000	0.234	0.587	0.252	0.130	0.108	0.086	0.077	0.111	0.352	0.049	0.050	0.030	0.038	0.046	0.032	0.002	0.019	0.037	1.000	0.033	0.044	0.033	0.055	0.035	0.019	0.033	0.043	0.036	0.031	0.053	0.029	0.054	0.040	0.045	0.048
town_geylang	0.000	0.127	0.232	0.349	0.378	0.038	0.170	0.246	0.103	0.228	0.000	0.000	0.353	1.000	0.257	0.099	0.314	0.074	0.066	0.096	0.096	0.042	0.043	0.026	0.033	0.040	0.028	0.000	0.016	0.032	0.033	1.000	0.038	0.029	0.048	0.030	0.016	0.029	0.037	0.031	0.026	0.045	0.025	0.047	0.034	0.039	0.041
town_hougang	0.003	0.048	0.159	0.389	0.440	0.025	0.127	0.162	0.072	0.112	0.008	0.000	0.266	0.659	0.062	0.044	0.122	0.097	0.087	0.399	0.126	0.055	0.057	0.035	0.044	0.052	0.037	0.004	0.022	0.043	0.044	0.038	1.000	0.038	0.063	0.040	0.022	0.038	0.048	0.041	0.035	0.060	0.033	0.061	0.045	0.052	0.054
town_jurong east	0.006	0.036	0.148	0.235	0.472	0.002	0.101	0.224	0.347	0.202	0.000	0.000	0.232	0.315	0.070	0.023	0.094	0.074	0.066	0.096	0.305	0.042	0.043	0.026	0.033	0.040	0.028	0.000	0.016	0.032	0.033	0.029	0.038	1.000	0.048	0.030	0.016	0.029	0.037	0.031	0.026	0.045	0.025	0.047	0.034	0.039	0.041
town_jurong west	0.010	0.124	0.165	0.404	0.902	0.036	0.080	0.240	0.085	0.102	0.000	0.000	0.335	0.675	0.128	0.114	0.154	0.123	0.110	0.158	0.503	0.070	0.071	0.044	0.055	0.066	0.047	0.006	0.028	0.054	0.055	0.048	0.063	0.048	1.000	0.050	0.028	0.048	0.061	0.052	0.044	0.075	0.042	0.077	0.057	0.065	0.069
town_kallang/whampoa	0.000	0.110	0.216	0.396	0.438	0.022	0.135	0.286	0.213	0.200	0.000	0.000	1.000	0.647	0.135	0.090	0.326	0.077	0.069	0.100	0.100	0.044	0.045	0.027	0.035	0.041	0.029	0.000	0.017	0.034	0.035	0.030	0.040	0.030	0.050	1.000	0.017	0.030	0.038	0.033	0.027	0.047	0.026	0.049	0.036	0.041	0.043
town_marine parade	0.000	0.117	0.367	0.412	0.273	0.014	0.510	0.133	0.064	0.038	0.000	0.000	0.120	0.297	0.138	0.062	0.185	0.044	0.039	0.056	0.056	0.024	0.025	0.015	0.019	0.023	0.016	0.000	0.008	0.018	0.019	0.016	0.022	0.016	0.028	0.017	1.000	0.016	0.021	0.018	0.015	0.026	0.014	0.027	0.020	0.023	0.024
town_pasir ris	0.015	0.241	0.344	0.376	0.452	0.036	0.190	0.220	0.083	0.079	0.010	0.007	0.232	0.316	0.200	0.166	0.094	0.395	0.067	0.096	0.096	0.042	0.043	0.026	0.033	0.040	0.028	0.000	0.016	0.032	0.033	0.029	0.038	0.029	0.048	0.030	0.016	1.000	0.037	0.032	0.026	0.046	0.025	0.047	0.034	0.039	0.042
town_punggol	0.019	0.163	0.356	0.544	0.400	0.052	0.232	0.239	0.147	0.126	0.016	0.009	0.294	0.399	0.162	0.143	0.119	0.094	0.084	0.387	0.122	0.054	0.055	0.034	0.042	0.051	0.036	0.003	0.021	0.041	0.043	0.037	0.048	0.037	0.061	0.038	0.021	0.037	1.000	0.040	0.034	0.058	0.032	0.059	0.044	0.050	0.053
town_queenstown	0.007	0.127	0.330	0.585	0.439	0.091	0.075	0.409	0.209	0.068	0.010	0.005	0.252	0.527	0.247	0.099	0.341	0.081	0.072	0.105	0.105	0.046	0.047	0.029	0.036	0.043	0.030	0.001	0.018	0.035	0.036	0.031	0.041	0.031	0.052	0.033	0.018	0.032	0.040	1.000	0.029	0.050	0.027	0.051	0.037	0.043	0.045
town_sembawang	0.010	0.127	0.261	0.684	0.450	0.027	0.085	0.971	0.116	0.074	0.010	0.006	0.212	0.376	0.123	0.123	0.086	0.068	0.404	0.088	0.088	0.039	0.039	0.024	0.030	0.036	0.025	0.000	0.015	0.030	0.031	0.026	0.035	0.026	0.044	0.027	0.015	0.026	0.034	0.029	1.000	0.042	0.023	0.043	0.031	0.036	0.038
town_sengkang	0.007	0.190	0.382	0.697	0.517	0.048	0.251	0.303	0.101	0.172	0.000	0.003	0.317	0.755	0.178	0.173	0.146	0.116	0.104	0.477	0.150	0.066	0.068	0.042	0.052	0.063	0.044	0.006	0.026	0.051	0.053	0.045	0.060	0.045	0.075	0.047	0.026	0.046	0.058	0.050	0.042	1.000	0.039	0.073	0.054	0.062	0.065
town_serangoon	0.007	0.047	0.187	0.214	0.426	0.029	0.203	0.095	0.093	0.073	0.000	0.000	0.176	0.437	0.080	0.040	0.081	0.064	0.057	0.265	0.083	0.036	0.037	0.023	0.029	0.034	0.024	0.000	0.014	0.028	0.029	0.025	0.033	0.025	0.042	0.026	0.014	0.025	0.032	0.027	0.023	0.039	1.000	0.040	0.030	0.034	0.036
town_tampines	0.000	0.135	0.299	0.521	0.683	0.038	0.107	0.285	0.059	0.072	0.000	0.000	0.565	0.504	0.126	0.035	0.150	0.630	0.106	0.154	0.154	0.068	0.069	0.043	0.054	0.064	0.045	0.006	0.027	0.052	0.054	0.047	0.061	0.047	0.077	0.049	0.027	0.047	0.059	0.051	0.043	0.073	0.040	1.000	0.055	0.063	0.067
town_toa payoh	0.007	0.142	0.328	0.454	0.316	0.023	0.123	0.501	0.060	0.095	0.000	0.009	0.419	0.738	0.201	0.121	0.372	0.088	0.079	0.114	0.114	0.050	0.051	0.031	0.040	0.047	0.033	0.003	0.020	0.039	0.040	0.034	0.045	0.034	0.057	0.036	0.020	0.034	0.044	0.037	0.031	0.054	0.030	0.055	1.000	0.047	0.049
town_woodlands	0.000	0.164	0.246	0.635	0.606	0.044	0.071	0.587	0.067	0.160	0.005	0.000	0.313	0.553	0.115	0.110	0.126	0.101	0.595	0.130	0.130	0.057	0.058	0.036	0.045	0.054	0.038	0.004	0.023	0.044	0.045	0.039	0.052	0.039	0.065	0.041	0.023	0.039	0.050	0.043	0.036	0.062	0.034	0.063	0.047	1.000	0.056
town_yishun	0.006	0.092	0.298	0.735	0.526	0.075	0.050	0.756	0.094	0.094	0.010	0.004	0.330	0.448	0.146	0.054	0.133	0.106	0.628	0.137	0.137	0.060	0.062	0.038	0.048	0.057	0.040	0.005	0.024	0.046	0.048	0.041	0.054	0.041	0.069	0.043	0.024	0.042	0.053	0.045	0.038	0.065	0.036	0.067	0.049	0.056	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	rent_approval_date	flat_type	floor_area_sqm	lease_commence_date	latitude	longitude	monthly_rent	distance_to_nearest_existing_mrt	distance_to_nearest_planned_mrt	distance_to_nearest_school	distance_to_nearest_mall	coe_price_indicator	stock_price	town_importance	town_centrality_page_rank	flat_type_model	region_central region	region_east region	region_north region	region_north-east region	region_west region	town_ang mo kio	town_bedok	town_bishan	town_bukit batok	town_bukit merah	town_bukit panjang	town_bukit timah	town_central	town_choa chu kang	town_clementi	town_geylang	town_hougang	town_jurong east	town_jurong west	town_kallang/whampoa	town_marine parade	town_pasir ris	town_punggol	town_queenstown	town_sembawang	town_sengkang	town_serangoon	town_tampines	town_toa payoh	town_woodlands	town_yishun
0	0.266740	0.25	0.182320	0.320755	1.344518	103.738630	1600	0.271900	0.067848	0.143355	0.516103	0.177570	0.796443	0.042254	0.038323	0.342105	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False
1	0.532382	0.50	0.320442	0.226415	1.330186	103.938717	2250	0.353866	0.092239	0.277286	0.478196	0.392678	0.107346	0.133803	0.038414	0.605263	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
2	0.700329	0.25	0.182320	0.094340	1.332242	103.845643	1900	0.074831	0.391439	0.187977	0.200960	0.662342	0.000000	0.281690	0.038819	0.210526	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False
3	0.232711	1.00	0.635359	0.509434	1.370239	103.962894	2850	0.619229	0.050944	0.256304	0.172664	0.138380	0.794925	0.098592	0.038298	0.921053	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False
4	0.734358	0.25	0.187845	0.113208	1.320502	103.863341	2100	0.062221	0.297298	0.112373	0.460608	0.750292	0.089978	0.556338	0.038799	0.210526	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False
5	0.900110	1.00	0.530387	0.660377	1.387847	103.764249	2300	0.387964	0.234145	0.116305	0.152384	0.848278	0.007425	0.070423	0.038402	0.842105	False	False	False	False	True	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
6	0.000000	0.75	0.419890	0.735849	1.388997	103.875148	2100	0.836392	0.213621	0.059881	0.126873	0.031366	0.342892	0.147887	0.038480	0.657895	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False
7	0.566411	0.25	0.182320	0.226415	1.366048	103.838123	2300	0.242095	0.043726	0.386991	0.467300	0.532908	0.146358	0.049296	0.038558	0.342105	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
8	0.299671	0.50	0.276243	0.396226	1.344279	103.855556	2100	0.381781	0.285491	0.194938	0.443134	0.315543	1.000000	0.183099	0.038641	0.447368	True	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
9	0.098793	0.75	0.430939	0.698113	1.392832	103.910620	2100	0.641726	0.071226	0.126605	0.135380	0.183980	0.619315	0.091549	0.038327	0.657895	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False

	rent_approval_date	flat_type	floor_area_sqm	lease_commence_date	latitude	longitude	monthly_rent	distance_to_nearest_existing_mrt	distance_to_nearest_planned_mrt	distance_to_nearest_school	distance_to_nearest_mall	coe_price_indicator	stock_price	town_importance	town_centrality_page_rank	flat_type_model	region_central region	region_east region	region_north region	region_north-east region	region_west region	town_ang mo kio	town_bedok	town_bishan	town_bukit batok	town_bukit merah	town_bukit panjang	town_bukit timah	town_central	town_choa chu kang	town_clementi	town_geylang	town_hougang	town_jurong east	town_jurong west	town_kallang/whampoa	town_marine parade	town_pasir ris	town_punggol	town_queenstown	town_sembawang	town_sengkang	town_serangoon	town_tampines	town_toa payoh	town_woodlands	town_yishun
59467	0.064764	0.75	0.491713	0.415094	1.343110	103.949560	2500	0.157887	0.169289	0.187772	0.166414	0.000000	0.678064	0.225352	0.038302	0.736842	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False
59468	0.165752	0.50	0.325967	0.830189	1.403778	103.905762	2800	0.157015	0.038499	0.060653	0.211811	0.127926	0.751275	0.091549	0.038327	0.526316	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False
59469	0.801317	0.50	0.320442	0.264151	1.308218	103.758943	3800	0.409580	0.029190	0.282076	0.406848	0.711637	0.020585	0.154930	0.038403	0.605263	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
59470	0.933041	0.75	0.497238	0.622642	1.401916	103.746188	4100	0.195290	0.134205	0.040824	0.189503	0.901462	0.139533	0.105634	0.038235	0.657895	False	False	False	False	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
59471	0.835346	0.25	0.187845	0.943396	1.316595	103.879546	2950	0.141183	0.232303	0.219846	0.630791	0.918148	0.053686	0.267606	0.038729	0.263158	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
59472	0.266740	0.25	0.182320	0.245283	1.366050	103.854168	2200	0.259993	0.108047	0.156020	0.407553	0.177570	0.796443	0.049296	0.038558	0.342105	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
59473	0.900110	0.50	0.270718	1.000000	1.286493	103.821434	4100	0.239272	0.221082	0.255186	0.317845	0.848278	0.007425	0.295775	0.038602	0.552632	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
59474	0.566411	0.75	0.486188	0.415094	1.355064	103.936507	2250	0.281660	0.163912	0.136083	0.188729	0.532908	0.146358	0.225352	0.038302	0.736842	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False
59475	0.801317	0.75	0.491713	0.207547	1.318974	103.944076	4700	0.363934	0.050537	0.086764	0.761790	0.711637	0.020585	0.133803	0.038414	0.684211	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False
59476	0.835346	0.25	0.182320	0.245283	1.366980	103.855718	2850	0.296624	0.092516	0.249655	0.440345	0.918148	0.053686	0.049296	0.038558	0.342105	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample